@ARTICLE{
author={Krejic Natasa,Krklec-Jerinkic Natasa,Ostojic Tijana,Vucicevic Nemanja},
year={2025},
title={AS-BOX: Additional Sampling Method for Weighted Sum Problems with Box Constraints},
journal={NUMERICAL ALGORITHMS},
volume={},
number={},
pages={-},
document_type={Article; Early Access},
} 

@ARTICLE{
author={Krklec-Jerinkic Natasa,Porta Federica,Ruggiero Valeria,Trombini Ilaria},
year={2025},
title={Variable metric proximal stochastic gradient methods with additional sampling},
journal={COMPUTATIONAL OPTIMIZATION AND APPLICATIONS},
volume={},
number={},
pages={-},
document_type={Article; Early Access},
} 

@ARTICLE{
author={Krklec-Jerinkic Natasa,Ruggiero Valeria,Trombini Ilaria},
year={2025},
title={Spectral stochastic gradient method with additional sampling for finite and infinite sums},
journal={COMPUTATIONAL OPTIMIZATION AND APPLICATIONS},
volume={},
number={},
pages={-},
document_type={Article; Early Access},
} 

@ARTICLE{
author={Bellavia Stefania,Krejic Natasa,Krklec-Jerinkic Natasa,Raydan Marcos},
year={2024},
title={SLiSeS: subsampled line search spectral gradient method for finite sums},
journal={OPTIMIZATION METHODS & SOFTWARE},
volume={},
number={},
pages={-},
document_type={Article; Early Access},
} 

@ARTICLE{
author={Krejic Natasa,Krklec-Jerinkic Natasa,Martinez Angeles,Yousefi Mahsa},
year={2024},
title={A non-monotone trust-region method with noisy oracles and additional sampling},
journal={COMPUTATIONAL OPTIMIZATION AND APPLICATIONS},
volume={},
number={},
pages={-},
document_type={Article; Early Access},
} 

@ARTICLE{
author={Krklec-Jerinkic Natasa,Ostojic Tijana},
year={2024},
title={AN-SPS: adaptive sample size nonmonotone line search spectral projected subgradient method for convex constrained optimization problems},
journal={OPTIMIZATION METHODS & SOFTWARE},
volume={},
number={},
pages={-},
document_type={Article; Early Access},
} 

@ARTICLE{
author={Krejic Natasa,Krklec-Jerinkic Natasa,Ostojic Tijana},
year={2023},
title={An inexact restoration-nonsmooth algorithm with variable accuracy for stochastic nonsmooth convex optimization problems in machine learning and stochastic linear complementarity problems},
journal={JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS},
volume={423},
number={},
pages={-},
document_type={Article},
} 

@ARTICLE{
author={Di Serafino Daniela,Krejic Natasa,Krklec-Jerinkic Natasa,Viola Marco},
year={2023},
title={LSOS: Line-Search Second-Order Stochastic Optimization Methods for Nonconvex Finite Sums},
journal={MATHEMATICS OF COMPUTATION},
volume={92},
number={341},
pages={1273-1299},
document_type={Article},
} 

@ARTICLE{
author={Krejic Natasa,Krklec-Jerinkic Natasa,Ostojic Tijana},
year={2023},
title={Spectral projected subgradient method for nonsmooth convex optimization problems},
journal={NUMERICAL ALGORITHMS},
volume={93},
number={1},
pages={347-365},
document_type={Article},
} 

@ARTICLE{
author={Jakovetic Dusan,Krejic Natasa,Krklec-Jerinkic Natasa},
year={2023},
title={EFIX: Exact fixed point methods for distributed optimization},
journal={JOURNAL OF GLOBAL OPTIMIZATION},
volume={85},
number={3},
pages={637-661},
document_type={Article},
} 

@ARTICLE{
author={Jakovetic Dusan,Krejic Natasa,Krklec-Jerinkic Natasa},
year={2022},
title={A Hessian Inversion-Free Exact Second Order Method for Distributed Consensus Optimization},
journal={IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS},
volume={8},
number={},
pages={755-770},
document_type={Article},
} 

@ARTICLE{
author={Jakovetic Dusan,Krejic Natasa,Krklec-Jerinkic Natasa,Malaspina Greta,Micheletti Alessandra},
year={2021},
title={Distributed fixed point method for solving systems of linear algebraic equations},
journal={AUTOMATICA},
volume={134},
number={},
pages={-},
document_type={Article},
} 

@ARTICLE{
author={Fodor Lidija,Jakovetic Dusan,Krejic Natasa,Krklec-Jerinkic Natasa,Skrbic Srdjan M},
year={2021},
title={Performance evaluation and analysis of distributed multi-agent optimization algorithms with sparsified directed communication},
journal={EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING},
volume={2021},
number={1},
pages={-},
document_type={Article},
} 

@ARTICLE{
author={Bellavia Stefania,Krejic Natasa,Krklec-Jerinkic Natasa},
year={2020},
title={Subsampled inexact Newton methods for minimizing large sums of convex functions},
journal={IMA JOURNAL OF NUMERICAL ANALYSIS},
volume={40},
number={4},
pages={2309-2341},
document_type={Article},
} 

@ARTICLE{
author={Bellavia Stefania,Krklec-Jerinkic Natasa,Malaspina Greta},
year={2020},
title={Subsampled Nonmonotone Spectral Gradient Methods},
journal={COMMUNICATIONS IN APPLIED AND INDUSTRIAL MATHEMATICS},
volume={11},
number={1},
pages={19-34},
document_type={Article},
} 

@ARTICLE{
author={Krklec-Jerinkic Natasa,Roznjik Andrea},
year={2020},
title={Penalty variable sample size method for solving optimization problems with equality constraints in a form of mathematical expectation},
journal={NUMERICAL ALGORITHMS},
volume={83},
number={2},
pages={701-718},
document_type={Article},
} 

@ARTICLE{
author={Krklec-Jerinkic Natasa,Jakovetic Dusan,Krejic Natasa,Bajovic Dragana},
year={2020},
title={Distributed Second-Order Methods With Increasing Number of Working Nodes},
journal={IEEE TRANSACTIONS ON AUTOMATIC CONTROL},
volume={65},
number={2},
pages={846-853},
document_type={Article},
} 

@ARTICLE{
author={Jakovetic Dusan,Krejic Natasa,Krklec-Jerinkic Natasa},
year={2019},
title={Spectral-like gradient method for distributed optimization},
journal={PROCEEDINGS OF 18TH INTERNATIONAL CONFERENCE ON SMART TECHNOLOGIES (IEEE EUROCON 2019)},
volume={},
number={},
pages={-},
document_type={Proceedings Paper},
} 

@ARTICLE{
author={Armacki Aleksandar,Jakovetic Dusan,Krejic Natasa,Krklec-Jerinkic Natasa},
year={2019},
title={Distributed Trust-Region Method With First Order Models},
journal={PROCEEDINGS OF 18TH INTERNATIONAL CONFERENCE ON SMART TECHNOLOGIES (IEEE EUROCON 2019)},
volume={},
number={},
pages={-},
document_type={Proceedings Paper},
} 

@ARTICLE{
author={Jakovetic Dusan,Krejic Natasa,Krklec-Jerinkic Natasa},
year={2019},
title={Exact spectral-like gradient method for distributed optimization},
journal={COMPUTATIONAL OPTIMIZATION AND APPLICATIONS},
volume={74},
number={3},
pages={703-728},
document_type={Article},
} 

@ARTICLE{
author={Krejic Natasa,Krklec-Jerinkic Natasa},
year={2019},
title={Spectral projected gradient method for stochastic optimization},
journal={JOURNAL OF GLOBAL OPTIMIZATION},
volume={73},
number={1},
pages={59-81},
document_type={Article},
} 

@ARTICLE{
author={Krejic Natasa,Krklec-Jerinkic Natasa,Roznjik Andrea},
year={2018},
title={Variable sample size method for equality constrained optimization problems},
journal={OPTIMIZATION LETTERS},
volume={12},
number={3},
pages={485-497},
document_type={Article},
} 

@ARTICLE{
author={Bajovic Dragana,Jakovetic Dusan,Krejic Natasa,Krklec-Jerinkic Natasa},
year={2017},
title={Newton-Like Method with Diagonal Correction for Distributed Optimization},
journal={SIAM JOURNAL ON OPTIMIZATION},
volume={27},
number={2},
pages={1171-1203},
document_type={Article},
} 

@ARTICLE{
author={Jakovetic Dusan,Bajovic Dragana,Krejic Natasa,Krklec-Jerinkic Natasa},
year={2016},
title={Distributed Gradient Methods with Variable Number of Working Nodes},
journal={IEEE TRANSACTIONS ON SIGNAL PROCESSING},
volume={64},
number={15},
pages={4080-4095},
document_type={Article},
} 

@ARTICLE{
author={Krejic Natasa,Krklec-Jerinkic Natasa,Rapajic Sanja Dj},
year={2016},
title={Barzilai-Borwein method with variable sample size for stochastic linear complementarity problems},
journal={OPTIMIZATION},
volume={65},
number={2},
pages={479-499},
document_type={Article},
} 

@ARTICLE{
author={Krejic Natasa,Krklec-Jerinkic Natasa},
year={2015},
title={Nonmonotone line search methods with variable sample size},
journal={NUMERICAL ALGORITHMS},
volume={68},
number={4},
pages={711-739},
document_type={Article},
} 

